{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prior and Posterior Predictive Checks\n",
    "\n",
    "Posterior predictive checks (PPCs) are a great way to validate a model. The idea is to generate data from the model using parameters from draws from the posterior. \n",
    "\n",
    "Elaborating slightly, one can say that PPCs analyze the degree to which data generated from the model deviate from data generated from the true distribution. So, often you will want to know if, for example, your posterior distribution is approximating your underlying distribution. The visualization aspect of this model evaluation method is also great for a 'sense check' or explaining your model to others and getting criticism.\n",
    "\n",
    "*Prior* predictive checks are also a crucial part of the Bayesian modeling workflow. Basically, they have two main benefits:\n",
    "\n",
    "- They allow you to check whether you are indeed incorporating scientific knowledge into your model -- in short, they help you check how credible your assumptions before seeing the data are.\n",
    "- They can help sampling considerably, especially for generalized linear models, where the outcome space and the parameter space diverge because of the link function.\n",
    "\n",
    "Here, we will implement a general routine to draw samples from the observed nodes of a model. The models are basic but they will be a steppingstone for creating your own routines. If you want to see how to do prior and posterior predictive checks in a more complex, multidimensional model, you can check [this notebook](https://github.com/aloctavodia/BAP/blob/master/extras/multinomial_ppcs.ipynb). Now, let's sample!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "\n",
    "from scipy.special import expit as logistic\n",
    "\n",
    "RANDOM_SEED = 58"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "az.style.use(\"arviz-darkgrid\")\n",
    "\n",
    "\n",
    "def standardize(series):\n",
    "    \"\"\"Standardize a pandas series\"\"\"\n",
    "    return (series - series.mean()) / series.std()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets generate a very simple linear regression model. On purpose, I'll simulate data that don't come from a standard Normal (you'll see why later):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.24, 5.81, 7.15, 17.71)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 100\n",
    "\n",
    "true_a, true_b, predictor = 0.5, 3.0, np.random.normal(loc=2, scale=6, size=N)\n",
    "true_mu = true_a + true_b * predictor\n",
    "true_sd = 2.0\n",
    "\n",
    "outcome = np.random.normal(loc=true_mu, scale=true_sd, size=N)\n",
    "\n",
    "predictor.mean().round(2), predictor.std().round(2), outcome.mean().round(2), outcome.std().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, variation in our predictor and outcome are quite high -- which is often the case with real data. And sometimes, the sampler won't like this -- and you don't want to make the sampler angry when you're a Bayesian... So, let's do what you'll often have to do with real data: standardize! This way, our predictor and outcome will have a mean of 0 and std of 1, and the sampler will be much, much happier:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor_scaled = standardize(predictor)\n",
    "outcome_scaled = standardize(outcome)\n",
    "\n",
    "predictor_scaled.mean().round(2), predictor_scaled.std().round(2), outcome_scaled.mean().round(2), outcome_scaled.std().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now, let's write the model with conventional flat priors and sample prior predictive samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as model_1:\n",
    "    a = pm.Normal(\"a\", 0.0, 10.0)\n",
    "    b = pm.Normal(\"b\", 0.0, 10.0)\n",
    "\n",
    "    mu = a + b * predictor_scaled\n",
    "    sd = pm.Exponential(\"sd\", 1.0)\n",
    "\n",
    "    obs = pm.Normal(\"obs\", mu=mu, sigma=sd, observed=outcome_scaled)\n",
    "    prior_checks = pm.sample_prior_predictive(samples=50, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What do these priors mean? It's always hard to tell on paper -- the best is to plot their implication on the outcome scale, like that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots()\n",
    "\n",
    "x = np.linspace(-2, 2, 50)\n",
    "\n",
    "for a, b in zip(prior_checks[\"a\"], prior_checks[\"b\"]):\n",
    "    y = a + b * x\n",
    "    ax.plot(x, y, c=\"k\", alpha=0.4)\n",
    "\n",
    "ax.set_xlabel(\"Predictor (stdz)\")\n",
    "ax.set_ylabel(\"Mean Outcome (stdz)\")\n",
    "ax.set_title(\"Prior predictive checks -- Flat priors\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These priors allow for absurdly strong relationships between the outcome and predictor. Of course, the choice of prior always depends on your model and data, but look at the scale of the y axis: the outcome can go from -40 to +40 standard deviations (remember, the data are standardized). I hope you will agree this is way too permissive -- we can do better! Let's use [weakly informative priors](https://github.com/stan-dev/stan/wiki/Prior-Choice-Recommendations) and see what they yield. In a real case study, this is the part where you incorporate scientific knowledge into your model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as model_1:\n",
    "    a = pm.Normal(\"a\", 0.0, 0.5)\n",
    "    b = pm.Normal(\"b\", 0.0, 1.0)\n",
    "\n",
    "    mu = a + b * predictor_scaled\n",
    "    sd = pm.Exponential(\"sd\", 1.0)\n",
    "\n",
    "    obs = pm.Normal(\"obs\", mu=mu, sigma=sd, observed=outcome_scaled)\n",
    "    prior_checks = pm.sample_prior_predictive(samples=50, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots()\n",
    "\n",
    "x = np.linspace(-2, 2, 50)\n",
    "\n",
    "for a, b in zip(prior_checks[\"a\"], prior_checks[\"b\"]):\n",
    "    y = a + b * x\n",
    "    ax.plot(x, y, c=\"k\", alpha=0.4)\n",
    "\n",
    "ax.set_xlabel(\"Predictor (stdz)\")\n",
    "ax.set_ylabel(\"Mean Outcome (stdz)\")\n",
    "ax.set_title(\"Prior predictive checks -- Weakly regularizing priors\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well that's way better! There are still very strong relationships, but at least now the outcome stays in the realm of possibilities. Now, it's time to party -- if by \"party\" you mean \"run the model\", of course."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sd, b, a]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='12000' class='' max='12000', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [12000/12000 00:01<00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model_1:\n",
    "    trace_1 = pm.sample(1000, tune=2000, random_seed=RANDOM_SEED)\n",
    "az.plot_trace(trace_1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Everything ran smoothly, but it's often difficult to understand what the parameters' values mean when analyzing a trace plot or table summary -- even more so here, as the parameters live in the standardized space. A useful thing to understand your models is... you guessed it: posterior predictive checks! We'll use PyMC's dedicated function to sample data from the posterior. This function will randomly draw 4000 samples of parameters from the trace. Then, for each sample, it will draw 100 random numbers from a normal distribution specified by the values of `mu` and `sd` in that sample:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='4000' class='' max='4000', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [4000/4000 00:03<00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model_1:\n",
    "    ppc = pm.sample_posterior_predictive(\n",
    "        trace_1, var_names=[\"a\", \"b\", \"obs\"], random_seed=RANDOM_SEED\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, `ppc` contains 4000 generated data sets (containing 100 samples each), each using a different parameter setting from the posterior:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4000, 100)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppc[\"obs\"].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One common way to visualize is to look if the model can reproduce the patterns observed in the real data. [ArviZ](https://arviz-devs.github.io/arviz/) has a really neat function to do that out of the box:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alex_andorra/opt/anaconda3/envs/stat-rethink-pymc3/lib/python3.7/site-packages/IPython/core/pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idata = az.from_pymc3(trace_1, posterior_predictive=ppc)\n",
    "az.plot_ppc(idata);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the model is pretty good at retrodicting the data. In addition to this generic function, it's always nice to make a plot tailored to your use-case. Here, it would be interesting to plot the predicted relationship between the predictor and the outcome. This is quite easy, now that we already sampled posterior predictive samples -- we just have to push the parameters through the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu_pp = (ppc[\"a\"] + ppc[\"b\"] * predictor_scaled[:, None]).T\n",
    "\n",
    "_, ax = plt.subplots()\n",
    "\n",
    "ax.plot(predictor_scaled, outcome_scaled, \"o\", ms=4, alpha=0.4, label=\"Data\")\n",
    "ax.plot(predictor_scaled, mu_pp.mean(0), label=\"Mean outcome\", alpha=0.6)\n",
    "az.plot_hpd(\n",
    "    predictor_scaled,\n",
    "    mu_pp,\n",
    "    ax=ax,\n",
    "    fill_kwargs={\"alpha\": 0.8, \"label\": \"Mean outcome 94% HPD\"},\n",
    ")\n",
    "az.plot_hpd(\n",
    "    predictor_scaled,\n",
    "    ppc[\"obs\"],\n",
    "    ax=ax,\n",
    "    fill_kwargs={\"alpha\": 0.8, \"color\": \"#a1dab4\", \"label\": \"Outcome 94% HPD\"},\n",
    ")\n",
    "\n",
    "ax.set_xlabel(\"Predictor (stdz)\")\n",
    "ax.set_ylabel(\"Outcome (stdz)\")\n",
    "ax.set_title(\"Posterior predictive checks\")\n",
    "ax.legend(ncol=2, fontsize=10);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have a lot of data, so the uncertainty around the mean of the outcome is pretty narrow; but the uncertainty surrounding the outcome in general seems quite in line with the observed data.\n",
    "\n",
    "## Comparison between PPC and other model evaluation methods. \n",
    "\n",
    "An excellent introduction to this was given in the [Edward](http://edwardlib.org) documentation:\n",
    "\n",
    "> PPCs are an excellent tool for revising models, simplifying or expanding the current model as one examines how well it fits the data. They are inspired by prior checks and classical hypothesis testing, under the philosophy that models should be criticized under the frequentist perspective of large sample assessment.\n",
    "\n",
    "> PPCs can also be applied to tasks such as hypothesis testing, model comparison, model selection, and model averaging. It’s important to note that while they can be applied as a form of Bayesian hypothesis testing, hypothesis testing is generally not recommended: binary decision making from a single test is not as common a use case as one might believe. We recommend performing many PPCs to get a holistic understanding of the model fit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction\n",
    "\n",
    "The same pattern can be used for prediction. Here, we are building a logistic regression model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 0, 1, 1, 1, 1, 0, 0, 1])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 400\n",
    "true_intercept = 0.2\n",
    "true_slope = 1.0\n",
    "predictors = np.random.normal(size=N)\n",
    "true_p = logistic(true_intercept + true_slope * predictors)\n",
    "\n",
    "outcomes = np.random.binomial(1, true_p)\n",
    "outcomes[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [betas]\n"
     ]
    },
    {
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       "      100.00% [12000/12000 00:01<00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hpd_3%</th>\n",
       "      <th>hpd_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_mean</th>\n",
       "      <th>ess_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>betas[0]</th>\n",
       "      <td>0.24</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3591.32</td>\n",
       "      <td>3407.66</td>\n",
       "      <td>3575.94</td>\n",
       "      <td>2777.87</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>betas[1]</th>\n",
       "      <td>1.08</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3546.58</td>\n",
       "      <td>3428.61</td>\n",
       "      <td>3546.81</td>\n",
       "      <td>2307.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean    sd  hpd_3%  hpd_97%  mcse_mean  mcse_sd  ess_mean   ess_sd  \\\n",
       "betas[0]  0.24  0.11    0.03     0.43        0.0      0.0   3591.32  3407.66   \n",
       "betas[1]  1.08  0.14    0.83     1.34        0.0      0.0   3546.58  3428.61   \n",
       "\n",
       "          ess_bulk  ess_tail  r_hat  \n",
       "betas[0]   3575.94   2777.87    1.0  \n",
       "betas[1]   3546.81   2307.00    1.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with pm.Model() as model_2:\n",
    "    betas = pm.Normal(\"betas\", mu=0.0, sigma=np.array([0.5, 1.0]), shape=2)\n",
    "\n",
    "    # set predictors as shared variable to change them for PPCs:\n",
    "    pred = pm.Data(\"pred\", predictors)\n",
    "    p = pm.Deterministic(\"p\", pm.math.invlogit(betas[0] + betas[1] * pred))\n",
    "\n",
    "    outcome = pm.Bernoulli(\"outcome\", p=p, observed=outcomes)\n",
    "\n",
    "    trace_2 = pm.sample(1000, tune=2000, random_seed=RANDOM_SEED)\n",
    "az.summary(trace_2, var_names=[\"betas\"], round_to=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's simulate out-of-sample data to see how the model predicts them. We'll give the new predictors to the model and it'll then tell us what it thinks the outcomes are, based on what it learned in the training round. We'll then compare the model's predictions to the true out-of-sample outcomes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='4000' class='' max='4000', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [4000/4000 00:00<00:00]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictors_out_of_sample = np.random.normal(size=50)\n",
    "outcomes_out_of_sample = np.random.binomial(\n",
    "    1, logistic(true_intercept + true_slope * predictors_out_of_sample)\n",
    ")\n",
    "\n",
    "with model_2:\n",
    "    # update values of predictors:\n",
    "    pm.set_data({\"pred\": predictors_out_of_sample})\n",
    "    # use the updated values and predict outcomes and probabilities:\n",
    "    model_preds = pm.sample_posterior_predictive(\n",
    "        trace_2, var_names=[\"p\"], random_seed=RANDOM_SEED\n",
    "    )[\"p\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mean predicted values plus error bars to give a sense of uncertainty in prediction\n",
    "Note that since we are dealing with the full posterior, we are also getting uncertainty in our predictions for free."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "# uncertainty about the estimates:\n",
    "ax.plot(\n",
    "    [predictors_out_of_sample, predictors_out_of_sample],\n",
    "    az.hpd(model_preds).T,\n",
    "    lw=6,\n",
    "    color=\"#00204C\",\n",
    "    alpha=0.8,\n",
    ")\n",
    "# expected probability of success:\n",
    "ax.plot(\n",
    "    predictors_out_of_sample,\n",
    "    model_preds.mean(0),\n",
    "    \"o\",\n",
    "    ms=5,\n",
    "    color=\"#FFE945\",\n",
    "    alpha=0.8,\n",
    "    label=\"Expected prob.\",\n",
    ")\n",
    "\n",
    "# actual outcomes:\n",
    "ax.scatter(\n",
    "    x=predictors_out_of_sample,\n",
    "    y=outcomes_out_of_sample,\n",
    "    marker=\"x\",\n",
    "    color=\"#A69C75\",\n",
    "    alpha=0.8,\n",
    "    label=\"Observed outcomes\",\n",
    ")\n",
    "\n",
    "# true probabilities:\n",
    "x = np.linspace(\n",
    "    predictors_out_of_sample.min() - 0.1, predictors_out_of_sample.max() + 0.1\n",
    ")\n",
    "ax.plot(\n",
    "    x,\n",
    "    logistic(true_intercept + true_slope * x),\n",
    "    lw=2,\n",
    "    ls=\"--\",\n",
    "    color=\"#565C6C\",\n",
    "    alpha=0.8,\n",
    "    label=\"True prob.\",\n",
    ")\n",
    "\n",
    "ax.set_xlabel(\"Predictor\")\n",
    "ax.set_ylabel(\"Prob. of succes\")\n",
    "ax.set_title(\"Out-of-sample Predictions\")\n",
    "ax.legend(fontsize=10, frameon=True, framealpha=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pymc3      3.8\n",
      "arviz      0.7.0\n",
      "numpy      1.18.1\n",
      "matplotlib 3.1.3\n",
      "last updated: Fri Mar 27 2020 \n",
      "\n",
      "CPython 3.7.6\n",
      "IPython 7.12.0\n",
      "watermark 2.0.1\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "stat-rethink-pymc3",
   "language": "python",
   "name": "stat-rethink-pymc3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
